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Category: 7. Maths
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A sterna migration algorithm-based efficient bionic engineering optimization algorithm
Description of the CEC2023 benchmark functions and comparative algorithms
To comprehensively evaluate the modeling rationality and performance advantages of the Sterna Migration Algorithm (StMA) in high-dimensional complex optimization problems,…
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A neural network for traffic flow prediction with parallel processing of expanded convolutional and radial networks
Tinu, V. B. & Baisravan, H. C. A suggestion-based hierarchical energy efficient control framework for connected and automated vehicles in mixed stream urban road networks, Transportation Research Part C: Emerging Technologies, 157. ISSN 104388,…
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Comparison of advanced signal decomposition techniques for the classification of PQDs by machine learning algorithms
This section describes the step-by-step approach used for PQD detection and classification. The process consists of five key stages: signal generation, signal processing, feature extraction, training a machine learning model, and classification…
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Data-driven law firm rankings to reduce information asymmetry in legal disputes
Data
Our dataset is constructed from judicial opinions provided by the Case Law Access Project (CAP), which contains textual records of US Federal District Court cases, closely following the method presented in ref. 17. We restrict our analysis to…
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Emotion dysregulation as a marker in adolescent mental health with EEG-based prediction model
Overview
The psychology behind adolescent involvement in violent crime represents a multifaceted and deeply interconnected research domain. This subsection outlines the key focus areas of the study, offering a framework for understanding the…
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A comprehensive framework for solution space exploration in community detection
Let \(G=(V,E)\) be a graph with \(n_v = |V|\) vertices and \(n_e = |E|\) edges (for a list of key symbols and notations used throughout the manuscript, see the Supplementary Table S1 ). A community C is a subnetwork of G where nodes are more…
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An intrusion detection system in the Internet of Things with deep learning and an improved arithmetic optimization algorithm (AOA) and sine cosine algorithm (SCA)
The analysis and related works in intrusion detection system (IDS) for the IoT network underscore the profound significance of the challenges in this field, emphasizing the critical need for innovative solutions. The first significant challenge…
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Optimization and field validation of laterally loaded helical piles for solar farm infrastructure projects
Feature importance and result interpretation
To identify the factors that most significantly influence the optimal configuration of helical piles, a feature importance plot was generated to visualize the contribution of each feature to the output…
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Intelligent ship traffic supervision system based on distributed blockchain and federated reinforcement learning for collaborative decision optimization
System overall architecture design
The proposed intelligent decision optimization model employs a multi-layered architecture that seamlessly integrates distributed blockchain technology with federated reinforcement learning to address the complex…
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